{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `prettyplotlib.plot`\n",
      "\n",
      "The default matplotlib color cycle is not pretty to look at ... It was taken from MATLAB's color cycle. Need to do this example first because `prettyplotlib` changes the default color cycle to a nicer one, from [ColorBrewer](http://bl.ocks.org/mbostock/5577023)'s Set2."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    ax.plot(y, label=str(i))\n",
      "\n",
      "ax.legend()\n",
      "    \n",
      "ax.set_title('prettyplotlib `plot` example\\nshowing default matplotlib `plot`')\n",
      "fig.savefig('plot_matplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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S0tIkNzc3qVu3btKJEyckpVIpDRw4UHrvvfeM569cuVIqKSmR1Gq19PLLL0tdu3Y1Hqtp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0thHD16lJo2bUpTp04lZ2dnGjt2LB04cEBe78WLRQQk0rZtp6mggMjc3JIAB+W1gtaHCK19CCBa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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10aff0390>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Yeah.. not nice. I used to have to do all kinds of modifications to get the plots that I wanted:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get Colorbrewer colors\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    color = set2[i]\n",
      "    ax.plot(y, label=str(i), color=color)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "\n",
      "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "almost_black = '#262626'\n",
      "spines_to_keep = ['bottom', 'left']\n",
      "for spine in spines_to_keep:\n",
      "    ax.spines[spine].set_linewidth(0.5)\n",
      "    ax.spines[spine].set_color(almost_black)\n",
      "\n",
      "# Change the labels to the off-black\n",
      "ax.xaxis.label.set_color(almost_black)\n",
      "ax.yaxis.label.set_color(almost_black)\n",
      "\n",
      "# Change the axis title to off-black\n",
      "ax.title.set_color(almost_black)\n",
      "\n",
      "# Remove the line around the legend box, and instead fill it with a light grey\n",
      "# Also only use one point for the scatterplot legend because the user will \n",
      "# get the idea after just one, they don't need three.\n",
      "light_grey = np.array([float(248)/float(255)]*3)\n",
      "legend = ax.legend(frameon=True, scatterpoints=1)\n",
      "rect = legend.get_frame()\n",
      "rect.set_facecolor(light_grey)\n",
      "rect.set_linewidth(0.0)\n",
      "\n",
      "# Change the legend label colors to almost black, too\n",
      "texts = legend.texts\n",
      "for t in texts:\n",
      "    t.set_color(almost_black)\n",
      "\n",
      "    \n",
      "ax.set_title('prettyplotlib `plot` example\\nshowing default matplotlib `plot`')\n",
      "fig.savefig('plot_matplotlib_improved.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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eowk3Ylt8kLjbBre4PWIEIBAIzjieHCvICoaOkWgMWjRmPfqEMAAkvZbQ9BQM\nHSNa2cozj9ls5t577yUpKaBcOnr0aFJSUti3b1+D14SP6ao6y5ZGOACBQHBGkT0+rAv3EzI0pcEy\n4Rd3Q9K3fIy7rVNRUUFOTg49ejS8naUuNgQUBdnd8nsdiBCQQCA4Y7iP7uOrTwonfGSX1jZH5Y3P\nd7VIPX+54fwmX+v1epk1axbTpk2ja9euDZaTJAlttBnX3jL0HSMaLZHdGIQDEAgEZwRFVqj8cje6\n+NA2F95pTsfdEsiyzGOPPYbRaOTRRx89ZXltuIGq5ZkADW6K0xRECEggEJwRauPWvtIatHUyf9o7\niqLwxBNPYLFYeOmll9BqTx36ChvVlcjJvdHFt9zTPwgHIBAImons8eEtOVGvpnaFL0BIWsPx//bG\nM888Q1ZWFv/9738xGBoneqfvEIq5Xzya0JYVyRMOQCBox1StyMS6cH+z6qjZmE/FxzuOyTsAsttH\nzYY8zBckEnVVP7HA6yiFhYV8/fXXHDx4kHHjxjF8+HCGDx/O4sWLG3W9JkTfovY0aw4gLy+PP/3p\nT5SWliJJEnfddRf3338/FouF66+/npycHLp27cqXX35JVFRUS9ksEAhaANnjx5FRhLYJO2/VoigK\nNZvyAfBXONWcfndWJQARl3RH0ornzFqSk5P57bffmny9oXNkC1rTzBGAXq/n5ZdfZs+ePWzcuJE3\n3niDffv28cILLzBhwgQOHjzI+PHjeeGFF1rKXoGgXaL4ZbVTbSn8VhcAkq7p3YDi8iEZtIQMTsJ1\n6Jhqpd/qwjwgXnT+LUxIM3ZKq49mfTuJiYkMGjQIgLCwMPr27UtBQQELFy7k1ltvBeDWW2/l+++/\nb76lAkE7puTlX9UNQloKv9WJLjEMuRk7TvntHrThRozdY3BnW9XjPosTbZRQ9mzrtJh7zs7OZvv2\n7QwbNoySkhISEgKeKiEhgZKSkpZqRiBodyiKAkfD63U3UGku7kwLpt5xyB4/ssffpDpkuwdNmAF9\nQhi+shp1HsBXYkef0LIZK4KWp0UcgN1u5+qrr+bVV18lPDw86JwkSWICSHBOovhliv+zrsmdY0vh\ntx2TAagVVANw51qp2VLQpDp9lU6cu0sx9ohGF2PGX6fe08GTY0WfFIYmRI+k1+I6UI7i9eOzutDF\nCQfQ1mm2A/B6vVx99dXccsstXHnllUDgqb+4OCD7WlRURHx8+1H7E5y71D69yh4/ld/uUTvXlnzq\nbgqeHCvFWiDjAAAgAElEQVSmvh0IGZqMJ8+Gc3cJ/ioXlV/spvqXLLylNaddZ83mwMStLtqMLjYE\nbxMcgCIrOHYUYz4/EQBttAnbDwdwH6lEF2tu1tyC4OzQrG9IURRuv/12+vXrx4MPPqgenzZtGvPm\nzQNg3rx5qmMQCNoylV/sxvbzIZw7i3FnVmJfG9ikRHG2vAbLyfAW2/Hk2VD8Moqs4D5iwdgtGkPn\nKNyZFmxLDlG5IJC6Kek1AaG100TSaggb2RlJq0EXF4K//PQdgFzjQTJo0UWZgIAzAXDuK0OfEH6y\nSwVthGalga5fv55PP/2UCy64gNTUVACef/55Zs2axXXXXcf777+vpoEKBG0Zd44VT54N8mwAmPrH\n49pTiqTXnrURgKIoOLYXUb3iCACaUD1yjRfJqCXysl6g1WD9NrDgyldsRxOiJ2RoCj7L6XXeiqLg\nLaomdERg9y1dtBnn3tLTttdvc6GNPLbCN3xsd3wVTtyHKoiY2PO06xOcfZrlAEaOHIksy/WeW758\neXOqFgjOGIpPxvLlbmKu7a8qULoPVwCg6xCKr6yGiHHdkTQSstvXaAegKAqKV27Szk2KolC9KgvH\ntsIgOwBMvWLRmAMLgGJuvADZ5cX63T6irx2Av9qNJ8+Gz+rC+v1eYv448JTt+21u/FVujN2iAdBG\nGpskN+wrd6CLOZbpozFoCRvZmcovdmPoItb9nAsIMTjBOYO32I7P6sTcp0Oz6vEUVOEtqMKdbcXU\nKxbFL+PJtRE1rQ+GLlH4bS40Jh2Rl/WiatUR3EcqkbQaTOfFNVhn1aojOLYGOu/TFevyFFRhmb8T\nyaSjw/R0NEYdfruHio8yCLuoC6a+xz6voWMEiqwQdVU/9PGhAZngKjeVX+3Gb3Xh2lNKSGrSSdvz\nVTjQxYeqOfraCFOTHIA704KxV2zQMWPnKDrckya0f84RxCyN4Jyh+pcsbD8caPL11sUHce4rw51p\nQRNqwJ0Z0Kqxb8zDV+5AnxyOxqRTNyqBQOfo2leGdeF+PAVVQXIHjp3FKH4Z574ytfMHgso0Btfe\nMgAkjYQ21ICk06CLMpHw4IWEpqWgDQvWf5E0EqYeMQH7okz4Khz4rS5C0zvibmA+QPEHRuqePBvV\nK4+o8XoAyaxDcfnwFFU32mbFL+POtmLue6IzFp3/yXnkkUcYN24cI0aMYNKkSbzzzjutZku7cQBZ\nWVlqZhJARkYGTueZ2WdTcGbQhAbCIKfbwQK4Dpbj2lOKbdEBHNsKCb+4K97CQIfnLawmdFjHejuu\nujFuy/yduPaWBUI9ikLVz4dxbCvEtijglMLHd0cy6XAfqWz0E7UiK7gOliMZtaqMwumgMR4bxJvP\nT8CTY0V2nBiyKn1zM8X/WYfli134ra4gUbHaNG3LpyeXKFDkOlo/Th8as65dbuLSXG6//XaWLFnC\nhg0bePPNN/nss89Oui/wmaTdOIA9e/awd+/egHZJTQ2FhYUUFhae+kJBm8Bv9+CzBBy24j29vHx3\ndiW2JYcwnx9YnNjhnjRMfeLw2Vz4azx4CwIOoD4MnQOx7Oir+xE6ohO2xQcpeXG92sm6DlagiTBi\nOi+O0MHJmPvHY/12L2Vvb6F6dZZajyfPFtSBqsdzrGgjjcRPH0b01U3bEzfqij5ETOqFLsaMrkMo\nVSsyg857S2tQXEczmY6aIDUwT+C3e/AWHxsJKIqC/ddcZI+fkv9bj6ewCgDZ4WlxYbL2Qs+ePTEa\njz1YaLVaYmJiWsWWduEAvN7AP6vD4aCoqIhVq1YBiBHAOYLf5qJs7maQFTThRuSaxmflyE4vlV/t\nwdgjhsjLepHw8EVow41IWg36uBCqV2UFFjIZ658O0xi0JM4cibF7jOpAAMre3AyAt6iakIGJRE3r\nA4C537E1LzWbC6jZVoCiKFg+34Un34bs8VGztQB/dWCE4M6qxNgrFkmnaXLevKl33DGNGL+Ma385\n/jryDq79ZUh6DTE3DTz2uUzBn7fDveloQvTYfjxAxSe/Yd+Qh7/Gg+LyYV+fi31dICXWk3fUAdR4\n0YS0rDRxe+KZZ54hPT2dq666irvuuot+/fq1ih3tYhI4NzdXfV1UVARAVFSUcADnCD5bQLQsNL0j\njh1FAe2aRipY1q6c1ZgDP/W6q9JDh3XEumA/YRd2rvdamzufSOOxkUHdEJE1pgB3koOEPb0w1sl4\n0SeGkfDQhZS9vw25yk31yiyMXQPZNv4KZ+DYqiwcvxUTe/NAvIXVhF1Uf/tNIeKyXli/24tjRxHh\nF3XBX+2mZlM+EZf2xJAcTuLMkSg+GbTBq/M1oXoUn4ynINDB29flYF+XQ9xtgwFwbCtEFxeCY2sB\n9jXZaKNNJ50Ub+tU/ndLi9QTfX9ak66bPXs2jz32GFu3buVvf/sbffv25fzzz/4uZe3CAfh8geFv\nYmIiFotFfb1//35yc3Pp3Lnl/gEFLYsn30b1iiOYB8Rj7h+Pt6gay2eB/VwjJ/cOeuIG8JbYcWdb\nCTsa0nFkFKFPiSDsohP3ozX1jqPDPWlqimVQPbKTxdkPMaXba4QbAitdJY1ExKU9yXB9Ql5kYARw\n/pj5J4RCJJ2GuNsGI2kkKj7ZgWNnQAvLfcSixsxlpxfL57vwldaga8E9XvUdQgkb1RX34Qp8FQ7K\nP8gIHE86tjCrvpGGJElowgz4LU6ir+mPJ99GzdZCyudtV8uEDu+kznf4K12YesaeUM+5QlM77pZE\nkiTS0tKYMGECS5YsaRUH0C5CQKWlpQwbNoyoqCjcbjehoaHqJsx1RweCtoUiK1g+24Wv3IEmIvD0\nXVcP3XN00VZdXPvLsa/JxrmnFMXrx1teQ8QlPU4IedSiDTfW2yFWurIBKHUEK3Bq+4eSF7mZCE0K\nRm1Eg3FwjUGLpNOgCTfi3FNC6IhOeIqq1SwdSa9VJ4qPz/JpLppQPe4cq7qHrD4xrFEbiUdN7UPU\nH/pi7BZN2Mgu4JPh6LyFpNeqI52QwUnok8NbfHvC9orP58Nsbh3l1N+9A6ipqcHpdBIbG6tuvzZ8\n+HB0Oh1RUVFERrbsBgvtHW+pPUiwrCn4azxUfL6Tkv9brx6rDd0YOh37vpQ6Im2KogTSNI8uTLQt\nPkjJKxvwVzjRHpUqOB3s3kDGWIljd9DxcudBOpj7MKnn/+Hx25GVk09Ia8MNKE4fxm7RKE4f2nAD\nHe5NR65yo7h8xNzY8k992tBAm5JRh/n8BMJGdW3Udfr4UPWpvvZ+a8IMJM4cScKDI9CE6Akf153Q\n9I7E3jRQaP03AYvFwpIlS3A4HPj9ftavX8+yZcsYO3Zsq9jzuw4BVVdXY7FYiIqKQqPRoNcHntZq\nvW3nzp3VkJDi9yFpf9e344yjKAoV83agiw8l7tbUJtfjOlCO9+hkYy3GnoEsCY1ZT+LMkbhzrNg3\nHBu9ydVuLPN3AhA5qRe2JYcACBvVpcGVsbLiRyMFn1MUGUnS4PCWkxAyALs3WMo8u2otXSNGo5G0\nRBm7kF21hu6RDf/zmnrH4c62ok8II/qa/ujiQihmJ8Y/xaEsqkGJbflOVHN0rsLYJeqUi8JORtQf\n+p4wcggdktws29o7kiTx1Vdf8cwzzwDQpUsXnn32WQYMGNCo6ysqKoiNbbnQ2+/aha9evZpdu3Zh\nMgWeABMTE7nsssvU83q9Xp0fkF+9G3nzj/hfm4689hsUW1mr2Hwu49pTChoJf7Ub28+Hm6QvA4HM\nGgBj71h08aEkzhyJPj4sqIw2zIBsP5YN5Kt0qa8NnSKJvWUg8fcPJ2x4p3rbKLBv5YuDN7C34jv1\n2BHbKj4/eD0+2U2Nr5xYUy8qXIdYkfuEWqbCdYj4kEDGRo/I8ZQ5T76frrFbNPF3pyHpNBi7RSOF\n6VhTMIdD8lLc18l8m/vnRt6VxqMxaNGEG9F1OP11BXUx9YxFG3n6oydBw0RHR/PBBx+wfv161q9f\nz/z58xv99K8oChs2bGhRe855B6DIfgrXv4HsD04N9PuPDc1rHYAkSeh0x57y9Xo9Xq8XxR0IWSjr\nvgWvG2XLYpS135wF608Pi+sIawr+jcNnaW1TVGq18hVZoXp1NrE3DUQbasC5sxjnrtPfCMhvc+Ha\nW0bklPOIvqJvgyMJTbgB2e6h6pcsqtdm49p/zGFrI03oE8NPSO3cUvwOa/ID25NWugNpjUU1OwKf\nQ/GxqfhNAGq8ZVjdOSSEBMIzpc69lDr24pPdOH2VhOkDk8IJoQPIq96A29/4FbQ2d+7Rv/mUuw4c\ntaHpe8Q2RPw9aRg6ivDm74kzkbV4zjsAty2g2e53B/4Ji4uLsVqt2O12QkICT0ARERH1XhseHo7d\nbseSe0Q9prnvTTS3z0EpPHyGLT99Dll/osC+hUJ7RmubolLx0XZ8FQ68JQF1Sn1iGNHX9ifqD33x\nVZ74g5VdPuy/Njzx7rcH8teNpxAT0xh0SEYtji0FOHYUB21H2BCHbcsoqNkGgN1TTP/Yq6lwHUZW\nfLj8VWglPfEh/TlQ+SNVnkJizT0Z1OFmANYUvMCy3NnIilcNG0UYUogx9aDCeeiUbQOUOfazpeQd\nuoSPxObJU6/7Jf8ZrO5cMkrnsaX4HfxK6+4/IGibbN26tcX3Vjn3HUBlNgB+d0Amd+vWrWzZskWN\nlY0ZM0bdnrIWpeAQiqJgNBrp5iyiIONXrMYosqO6I+mNEBEDrhoUj+v45loVu6eEpNBUqjz5pyxr\ndefi9J2+TvzpoPhl/DYXnsIq/BUONZ1RGxbYI1Z2eFH8MrLDS/WabABK39yEfX0urqPqm0H1KQqu\nA+UYe8Y0apVp2MgumPrHo7h8yFVuYm9LJfqa+lfTemUnGrRIaCh3HsLmziUpZBCh+nhyqtbj8tkI\nNyTTKWwYmbYVXJzyCHqNmb4xV3BD7y/Ra0KxurMJ0wf/lrqEj2Rb6Qf45ZPvq+uVnawvepkK12Hi\nQ/rTKWw4pc69XNLpKQCWZP+NA5WLOGxbxpKsv+HwVvDZgWvZWfbZKe+D4PeN3+8nMzOTqqoq+vdv\n2mrxhmizDkBRFLKzs9VQTq3+Sl187mp8rio0hlB8Dot63u12s3fvXpKSkggLCwta/KPIfuQvXoCK\nwMghKn8XlbpQNnQZy774gXg8HiRJA1HxUNm29jJ2+6tJDk1Vn1Abwumzsjx3Nt9n3ondU4JXbt7Q\n0bGzGNehCjyFwaGO2jTGqp8O4zpsQRd7LOYsaSS04UY8uTZcB8qp2ZSPt6wG/IHvyPrdPopXb6PU\ntle9xptfhWNbYaNXmIacn0DU5b0JSU3CPDARfVyoKnF8POXOg8SaezEg7jqW5T6KxX2EKFMXOoUP\nY2Px62TalmPSRtI7ehJ/6PEu8SF9j30WSSLKGJhLmNr99aB6e0SNR0FRw3Iljj18duBaNTuoyl2A\n3VPCb2X/w3m0TKypB/1i/4BG0hFt6saQ+OB5ALu3mMO2ZUBg0lnQvtm7dy/79u0DIDS0ZVNv26QD\nUBSF/fv3s3v3brKyAnoqlr0/YNn7Q50yMqVbP8ZbXUJIQl9clix1lS9ASkoKZn8Z9vwMynZ8icce\nmJCUP5od+PvxEyjWUkI9dqqNkYSHhREeHk519dFOLjoBpfKYeFxbwCPbSQkbilEbQaa1/v0WHN4K\nvs+8U+30f8iawa+FLzeqfkWpf2+Hqp8PY/1+H5b/Bceq/VVupKP59d6CKkIGJQadDxmYiGNnMfaN\neehiQ6j+JQt9cjgRE3oAcMS2khXFT1DlPhrGOypfUCv61lgiLulB5Ck2IClz7qODuS8DYq8mVNeB\nC+L+iF5jJlQXULM8bF2KURuImZt0J8bO+8RMo1PY8HrrNmrD8RydB7B7Ar+Z38rmA/Bz7iP8kDWD\nopodpCfcw3W95hNt6kaUsTPX9/4MncZE7+hJaAiElaZ2f4Pz465nT8U3GLURxJh6nNa9EPy+cDqd\nFBYWnjGpiDbpAOx2O5mZgUUsZWVlVOVsJq/YirMyD6+jEsXvw+cMhDdkn4uQDn0os1Rz4MB++vbt\ny+TJkxk0aBA1+5ZSlbMBb00ZLstRYS73sRx1+YNHMBwduvfp2xeTycSuXYFVplJcCpRko1SVnzDy\nUBQFedcaFPvJQyxOp5NFixY1XEDxQiOfzhVFwe23Y9RGMCxxOjZP3nHnZX4tfJUVef9Sj6V2+BMA\nhTXbWZ3/HFWewgaVNBXZT9Gvc3GUnjyrpe71nqxKjN2jSXj4IjrcNfSEFbX6jhG4D1Zg7BZNaHoK\nnmwrhk6RhAxKInHmSKREPXp/CPsrFwXCP/vLgfpXqjaXUsdeNXtnavc36B/7BwASQy9Qy5h09c8V\nASSEDGBkyt/qPWfQhKkTwZtL3gLA6atkT8U3+GQnncKGIys+OoePQKup37lN7PICk7q+SJg+ns7h\nF6KTjPSPvRq3v6re8oL2gc1mIzo6mm7dujFp0qQWr7/NJL4rOXtxGcDrtmIhiQ5hEh3jDOwusFHq\nySXfmYwCaLbPxxTTTe3Qw7uMQGMMI7M6BnDQtWtXJElCcVQj+f1E+SOQe16Ax1aE4nHhCjGiHTYR\n/cafwVWDZtpfGJPYm9DQULRaLRs3bsTv96PpORj5k3+hbFuK5sbHIKl7wE5bOdgrUZbNC9hz42NI\nR8/VRZZl9u7de8LxICwfQcUb0HvHKe9PjbcUjaRDpzESoovF4Q2OoWdXrSWnOiAp2y1iLL2iLyXW\n1INwQxJ51RvJqlpNYdZ2+kZfwcAOfwyEuergrQlk0bgs2YTE9zn2vRzt8P1aL5KswZtfhaFTJP4a\nDzVbCjB2jw6E2OqRBa7V1TedF6fG9E39junHy6E+4nN7UqzdSfEn69CGG9FGmzB2iUJRlKDQ3fHY\nvaWE6jpQVLOD5LCTrzmQFR8W1xHizOcBx+kB6TtwQ+8v+fzgdQ2OgE6FURuB21+thn0SQs6n2lNA\n6dFFZA05jrpEm7qqr8MNSVzb+1Os7hwOW5c2yaazhdtXhU5rJq96I0khA9FpzWilY07O4bNQUrOL\nbpEXn7KuXeVfEWnsSOfwEWfS5HMKl8uFyWRCkiS02paX3m4TDkDx+5C/+T8qhwWEp8q0PkLkMvS+\nMLxeE/u9gcUnDmNXYFeg89doCUseRHjHwUHpUVqtFsXnRd6+FL/RgN5Sgez04MjbhbxrJ7aeXcCZ\nTcTgi9BvX4Ox52BqM8zj4uKIjY2lpKSEpKSOkNQDtDqUgoNISd1RPC7k9/8B5nCk3mko+QeQf12A\nFJuENPJqJN2xH77ValVDUg6HQ81IAijb8SVIElFROegULZJcA5qGY3vFNbtYlf8UUcauAIToY3H4\nytVOctXmbEoj5jGhy3MYteGYddHoNEa+XX6QzokdSe/3F2JNvSjNXkZ8uY2iQ3NJTL8djd7Eio05\nmIw6UjvWoA9LwGMrwO9xoDUE7FXcfiSDlg2T3iHO1YvwrC4YOkXiLapGG2Mm4tKGQy+SVhNQmTwa\n0ulw19CgvHI5CjoU9cFSk0NNRDl01xNxUQ9yPJvYcvBtbjzvq3rrrfIU8mPWA0zp9l9WFzzHmI6P\nkRQ6KFDncYu7ZMXPr4WvADJ6Tf3L7WsdwvFOsbGYdVFsLH6dvZbvMGrDGZn8NxZk3k2UsSsXJj/Y\npDoBQvXx1HjL6v1M5c4D6oimtVAUhW8zb6dbxFiyqgIKu72iLmVowh1qmXLnAXaUfUrXiNEndeiK\norC7IrB3eOcGvvf2iMvlOqMyEa0aAvL/917k3etQ1n+Hz2RE8ssYwhOx2yxEdOhEh4FXAxCqdTNi\nxAiq7Q5qIxARnYcT0SUQk923bx/hoUYGdzuq1nhkB/6MpUhaA5qyArQL38ZnNuEvPYLm6ENelb8c\na+rgE2zq3LkzmZmZyLKM9sZH0QyfhrJ3A+6qSrZ+Mw+fpAVnNXTug+bqv0LObpSMZcj/vQelulKt\nx2o9Fh5auXKl+lrx+3Dby8ku9VCcl0y1YyAcF845nrzqwOKPCZ2fBgIhB41kwOGrQFEUdmXtx+PW\nUlEcS7ghEZ0mcB+yC6pYsy2fFZtySDD0pZujm1qnq6oERVH47UApm3YW4XPZ0YclICtQsuVDZDnw\nNFv57V58PjdexUmxYTcVe/bjLarGfdiCsXs02rCT7/6kDTMgSVLgCea4RUVeuYawXh0J0ySyZcx8\ntnSex4q8x9lS8jYQCKPUIit+jtgCncyu8s8B+Cl7JgC/5D+L01fJZweuZVHW/Sw6cj9lzkCOfaUr\nizz7pnpTKyurXGzdU0yZxcGVPd7hgrgbT/pZGiLsqFhclacArWTEoA0lVB9PuesAIfqmK2bqNWZk\nxcdP2TODJv2P2FaxIu+JVk0HPmxdzucHrwNQO38gaI2KT3ZRaN+Oy289Zeaa21+FTjKikfTIiu/M\nGH0O4nA4fp8OQFEU8HlQMpahbP0JT5eemCosaHIP4PFBRGwnJEmie/fu9B88gtjYWHQ6HdGDbyOm\n31RCkwagKAqLFi2isLCQhA4xaByFyH4vnvIcygdfgIIfqi1IWj3myE44O8QiaySie08MGKE/cZVj\ncnJgtHHkyNG1AZ16g6OKqt0bKQlPwWqKgZReSN0GQuzRZfFH/yr7N6r1OBwOevfurb73+/0oikzR\nxrexes2UuCOxec345E7gLcDvdarzGvUxOP42dJqAvRabC5PclcVZf+W9xd+jCy3DWxPPj2uOsOdw\nII4u19l8pLC0hrKcQGdaEl0DCR3ZvXMnC5fu4Iaemzk/Ng977gaySjyUR0+mxmsgJ6cA2e0L7J3b\nxUGkoTNmbQwbx3xI+YY92PfmU9mz6RvqFNfswuGtICS+A5rYY1k/faKnAmDQhquCbAA2dx6bit9E\nUWQsrsB341PcJIUOonvkWL7PvAsIhMqqvUWsLfgPnx24lqW5jwCBsNjxrNyUy5qt+Wz4rVAdNTWF\nBHN/EkMGkpZwF31iAvb3jr4cQJ1kbirjOj2OURvOb2WfqsfyqjeSEpZGpq3+RIAzjV/2cKDyx6Bj\nwxKnA6CTTCiKws7yz9lR9qnqHI7XVKrxlnOgcrH6vtpTRJghEbMuGru3aSvIzzVycnIYOnQojz76\naL3nZVmmtLS0xTN/6tJ6DmD/RpxGmarqSMriJuIPj0Tb5QJcsha/oiEithM+v4wuJJGQ8MBTVERE\nBFVVVZiiO3Mg28ahI4EOyGw2c16/QcgeO/a8rVQogfTNuIHXBhrTGTDE98TVrRdaYximuB6EpqSC\n4jthUlSSJLp27cqhQ4eOvtdAQhc2VwSeIGuGTkZz3T+QwqORNIFhuXTBGDTXzETZt1Gtz+l0Eh4e\nzsSJEzEajWQeOIy7JJAhYvGEEqovA102Hl801auWk7X9Z0oz/lfvvbJ58okwBJyM0+Vl3oI9HNw6\nCo+1D5EpuxmZFkZ0aCA/vbi8Bgg83UaGG7n/5sFUWJ3kZR3ClJyONyaSKrNMrKaI802b8SsS/aMD\n99FTDppd5dT4TBzJKsBbUBVQ35wQQpSxM1f0mkuMpgdWaxYVfXP41fFqk7ZnBFiV/xTV3iLCDUk4\nvOXq8UEdbuGaXh/TPWIMFa6D6nGX36b+lRUf4fqAxs3Q+DvoFnFifNntP6YUek3PeQxPmn5CmQpr\nIHSo1TQcmmgMEcYUxnaaTc+oCZx3tOPvETmeq3p+cNKwR2OID+nP6JR/UFSzU51jsHnyGBB7DSWO\n3adcf3Am2Fb6AZGGjvyhx3t0jxwHQPfIsYzv9BRlzn1YXJnsqfiGQ9afgcCcyPEO4GDlYjJKP1Qn\nz3Oq19MxbBjh+iSqPUUcT423rMm/tbbKc889d1INoOLiYnw+H+Hh4Q2WaS6tFwJyO/nhEjuFvd3I\nPcpxmTRoO/Vnl9SbGGMN1vz9bPytkEWrj7BsQ2DZfkREBDabDZ9fZvHaLPbsCWTsdO/eHUmjJarX\nJTiKdoEsE1etxxB2dNVcXApaUyR+bw1IEpKkIaLLCFDA7zpRUrhjx45otVpcrqMLwWJSUI7Gh/eW\n2Pjxxx/J3H902Bseg9Sxd2Ck4HGi7FqDzWbDZrMRFhaGwWCgW6dIKg/vQyr/M35Fwu410TNmLdm2\nNHZbOmNNKmJ/qQ5FgcL1bwTZ4pPdWFxH6GAOTMxmFdiIjTIzsGc3LPn9iIh04pNsJEQmERdtJruw\nisJSO/MW7CE6wohOq6FPkkzvqBI8mkjizL05XLUfr2TApPORW5OARw7E6CPLNMRlWYk0R2Fw5WGv\ncKAJN2Jz5xF5NA8+IjSFHRd9y57ugSdAq6OYjb8VsmDlYb5YcvIMIvWrP/pPr0GLQRtK7+hJJIcO\n4YK4G5AkCb3GTJeIURyoXKKGA2pXzWbZVuP2VzO20z+Z2u11wgwJRBgC2v/X9vqUMR1nMzL54aD2\n9NoTNXHcHj9uj5+UhDB8/pbvWCRJwqhtmX9cvTYEsy6a5bmz+Sn777j9VUQZuxBh6Ei5q3GrkFsK\nv+wlq2o1w5KmY9JFMizxXm7oHYjdx4f0xeO3s7H4dXRSYDQ1Mvlh0hLupNKVFVRPrdpqvn0Lbn81\nTp+FSGNHIgzJVHkKOGL7heW5j1PhPIxf9rLwyHQq3cF1nMssWbKEiIgIhg0b1mCZiooK+vbtGyRf\n09KcMQfw008/0adPH3r16sWcOXNOLOAOPH35QwMfTvY6yNhXjFfSE4uFRb+twH1UZyYr38bezAoi\nIiIoLi7m1183kRBjRCMp9L9gGF2KdyKv/gK9rEGWvURootCPuyXwAe/8D5ppMzBGBjoJ6ehkmiRJ\naE0R6griukiSRFhYGA6HgyNHjrDUHojB1e7b2aOTRHlhIP6qvfM/SB06BUYKjmp8K/7H2rVrcblc\nhIUFppcj/T8ih+YiyyH4pQpCpSrCjYF/AJffwG8l1wDgkY9uFuI79lTn8JYfDU+YyC+pJmNvKd1S\nIhiZmsKwfr1xy1ZqvKWkxCRzy9R+mAxaVqzaTFKIleG99fg9NQyJDXQSC9eXsnd3ONWaDKxhgYUl\n59/Ic3sAACAASURBVKVNJFM3kZUFfTFX6iiNMxOeG09yuA23ZwFSqIzTZyFEFxiF/bbvWKaMXhPC\nZyuX8+uOQjLzrBSU2vH6Tp1JY3PnEWfqzfXnBWL5vaMncXHHWfSPvVotE2PqRrg+gXLnQao9RRyo\n/JEekeP5rfx/+BUPIbo4wgyBUY9JF8k1vT5GpzGSFDpQnRwdnfIP+kRPq9cGi81JTKSJi4d2oqqm\ncRu4tyZDE26nwnWYSncWofp4NJKWGFN3rO7ss2qHy2/FpI0MmlCvO8rxKS6qPAX0jw2MvuPM5xGm\nT8At2yl3HhvRVXuKiTf3Z3PxXNYUzMHhq8CsjSbW3IsdZZ+wqfgNjNoI8uwbKXYE1p/UeH8fAo12\nu50333yTmTNnnnRUU1FRccbl6s+Ia/H7/cyYMYPly5eTkpJCWloa06ZNo2/fY6srLfEmuuZOQTGX\ng0cPZoXSMgd9B/fn0K87CDd6cLp9DB+YRJnFyU/rsogI1ZFoCjw9dgjx4ffp2XPERueMhQBIWbug\nVxLmvuOQDIEfqBR+bLPluAuuRqM7FvfXGsPwe+yUZvyP2P5XoDUeU5w0m038f/beO7Ct8zz7/p2F\nPQiQ4N5Te2/JluSl2PGIRxLbTZrRLDvLTtrmbd/mTdM2cd80b/q5zWqcOonTOF5J48RTtmVLsvae\nFClK3JsAQexxcM73xyFB0qQoyZYcue31DwngLAAHz/08933d1+X3+2lqMoqJswaOUnntx+htfgW3\nuIszsS/Q39NOQfG405SwYD3+pqPjH0RkH6SOIKePE1dvo9O/Gl3M4HS0kz56E3aThN0ZYiBjxynH\niAUasPjOkI4MYM4xAlZUHcKuGHnkp14avZYqL4oisbS+jqdPB+iLhliS/wkEQaDYZ6c25xSSoENn\nE/2j9eVwxkk0baK/T0E2F9PuaCPhMnG1x0pthZeTpwbJKCMEauPk77ZxZvYR5kVno1p6sAQTWFxu\nMppGJmF02i7L/SKnek4h2/ws9Pk40jRIeZGTAyf6WNiQj/UcBiwtwVfojR7JrihmQpF9Eb3Rw6S0\nKPWeG5mf9yHCqT7sSt6U1MrEAcksObmz9ueYJDsljmXTHrtvKEaex4rbYSYUeffTKBeLQtu4n2+u\npc54zr6QY0NPUp9z0ztONV0ogskOLPK5dZquL/82A7HjVLqvYpb3/YiCcR9UudbTHnqTrsg+Euow\nKS1KlXsDA/ETDI0W7K2yB5tiSB2vKXoAHY3uyD4aA88CcGbkVUocy6ZIeL8d/LbtI+/4GAB3VP7H\n+Td6C77//e9zxx13kJ+fPzPVORI5p47ZpcJlCQB79+6ltrY267p199138+yzz04KAIOSGSmZS0KK\nIw1WIM1fiDx4gF+c3coNLi8jNa/j732G1ZVfYsV8M9v2d3HyzBBYDJOiVHyEsooaDjZHwOlFvOkz\naE/+IwVnJKS1JdNel8k5uVNVMjlIR4dQ40GSoR5svnrQdej7OrakRlPPmmx3cP4d9yN3bqDYbAZE\nCiwjdLW3UOAzwWg+WtxwNyM9RgErN2hC6B0tTEY+QyLtpjltBKO6chHtoMJs1Upm1hDV9bkMDbQz\nLLrI1az4TzxLqMBKQ80nCCbbcJqKGImMz1LHBldJVCh2LCadiWFOy8SGm8gT+hlJWvFaJpuyFC+9\nmw9Ux6kscfH81i9RXnGQE4Gn6AjvprJ4HdevGebk4GbCvnZ6RyfNJ0WdOWEoHHagD79JaHY56UgR\nieFqntsrY/WBbIuyfnkZdRUe/MEEr+/tIJHKsGH51AG+LfQm+/p/AsCS/I/PfBPpOkW2+Rzv+x5R\nLc2asm8CcG3538683yhM0rkLZ2Psp7WLS7CYJZKpDC9ub2XT2krEd1gPuFwQBIG1RQ+yo/efKRxV\nKS2xL+PQwC8IJtvxWCoJpXqQBXN2EL3U6Azv4c2e75JvPTf9NM9aR561bsrzdiWPwxMK2Yt9H8uu\n4Grc11Ljvi77GMBnnUVM9WcL/mAotwYSLdiVfM6OvE6D56YsMQKMATOTyVzQrPntDNyXAqdOnWLP\nnj089ZSRNptpBWA2m7MmVpcLlyUAdHd3U1Y2PgCUlpayZ8+eSdsoiTxsYhQx40QsySPxYjNSg8qi\nwucRhz8HvI6jaD9x8QS50jKuWVmOy26ir62HdEbGLKsUF/l44+BZtLwyxOJRPrpjei2Y6SCZHYyc\n3QZAMtBmBIDoGxB+DpdpLrCGiooKI5CFjYLWiPolEiNB8s1hjvndDJ38MnkLn8oeM2orpzaQwhsU\n0XUFLefPEAczeM3DDCWNNIrimIXzejuiSUK1egh1vIHDNEhPzI4yPItk7gE0fy/DBc30RY9S77mR\nQ40DlBQ4qK/wUlY4nlu+uuRr6LrOcNNmEv4WPIhsGZrFvbctYeCAcZPnLbgTk92E027cTDdvqCGj\nlSGJEmeCrzAQO84ZXoO3EFaCyvCkx+GgnyJPCQsLvsbzTWfRUnYkdxuyJFJe5CIWNwrl6jnSQLt6\nH87+7zadx4e57+v4ws8xxt1RTZfGiCSRUhkJJ0mlM9SW52RnYI1n/axeWESO68rVvy93raHAPh+T\naKxUBUHAY64knOrBY6nk+dYHAP2c/RNvF5qeQdNVekaVVN9OgBmT2QDYUPo3FNqMDuwP1PwEqzz5\nNzt2/RY5J2vI876K79IYeJaRZBfbur9DKqFip4zKXMPbN5VKcfz4cYaGhrj55psv/k2+S9i/fz89\nPT1s2rQJMNiCmqZx9uxZnnjiiUnbjjESLycuSwC4kOWogkaBNYo/5WCbdzeLlXkgxkGAoGPciHp7\n7//lHpdxQyxs8NHXBrJolC7cokoGkX8NreErY+dMX4yC5/h1piKDEHoRBr8Dno9TZG1kQ5kdR36l\nsSro/Rq4PwQBLxBEETPkWbo50X896zKZbJdeJGnBETFjqThJJjWXUPM8GDlDoTdDnqmHRO4aCgoK\nsNnt6LrOtm39zJOhJWgiobpRUy2oLgc5IUgcfZWYZ4ijPRlGAlHWLi6ZNPhP/LyzlomeGtaVL0a2\nuHFVXUWobceUlQ+AJJood67h6NCvCSbbqeu9jtNFk2mFaUHFn7ITyjlOVawKqXczuTnvp6HKiyAK\nJBBpU3dni8Q15TnMrvYSSxiBIJTqBt1gyYwVc68v/wc6wrvw2WZNuabxE/dDeLKEhnwJlv0AP/y1\n0XVdU5Yz5T599D+P85WPTZ8yulLw1sKyXcknlO6lPbQDq5xDXB0mo6WQRCPYv9n9XXqjh3l/9b9g\nk73THXJaNA+/yIGBR7mm7G8ZiB3nuP8Z8q1zWF7wGSqcay/6uscG+dVFX6LIvnDK89NBFCTWFn8F\nEQmPpYISx1Kahp8nmQnh6PgwTb0DVF5vOP9t3bo1u9+VzBa66667Jkk6/PznP6enp4evf/3rU7a9\n1Mqf0+GyBICSkhI6O8ebmzo7OyktLZ20TZFylpzhBtrthcT5T47lVSBJRmE4YTJWCzatDFUOEEx2\n4DKVoCgS9XXV5Ox9Fs/gGcTm/4Tc+7LHFFbfilBQecHXafaUI1ncOEuXMtK2Awa+Bd5PQc7dCIGf\n4Qg8SCz9L1hyvIiSB/L/imTvr7AVLUBOvESNkmDPwEZe2fwim973fvRUlLhZxZK04aj9A5HmVSTE\nNoSgh+L1q4gPNuGuHqd9/fNjxoyqUVhGRpeYX9BCe9k2esQkK1gBwOLhep46q2I1J3HPZB4+Skl1\n+qrI9xk5WkfxAhzFC865i002ZnLV7mso2zWfuQ13Es3xY5IcZF4OcWTB70k2KAzEQvS3VrOq4CwN\nlcYgUl/hQdfdnGju44W2rxiSybLEvDofOw8Z4m5bux4iku7n7vqniKYHscpe8qwNWUmGcyLVAraV\n4Lod7Kvg7Cbo+SqYZ0PefTPve4G4deO4yNqn7pxPc9sw2w508eL2VpIplQ9cOzWNcSXCruTTPPwC\n4XQvIhIWyQgCY+mUgXgjqp6kN3KImpxrJ+2r6Sr9seOcCjxHTc61lDtXc/DwXspKK+mJGYFyywRt\nqZjqJ982Z1pW1flQaJvPtWV/h+983/1bMFEWwmedxc7e/488cQlJzUI6qROJRMbZeqPo6+vLEjau\nNFgslqxBFYDNZsNsNpOTM7P/xeXCZWEBLVu2jNOnT9PW1kYqleLJJ5/k1lsnszFUs4WiuY+hZjKY\n40Wkq/ehmQ0OO4ky3AOllAyvpcK1jhfbvsru3u/DwHeoF+4lL+9NRIwovzZqdMlmNA1x9W0I1QuZ\ngvT0DUuyxUXB0o9gzW9AV1Pougjej4NoAXM9asZBsO0YsbM/JCZ9itjAKdIxPzGvGaXgbgTRyJmo\nGWg/8QjR5jswWQMULH4UgUFiXSsgJ4x30xpMznzc1VdNex3FSYP3LItJVMFEUkqg6TonnScAyFHS\n6OkIkSM/RVOnX+HomTQmdymWvAtXj5REhbm5d9LgvRktlsZkd5BnbcBlKsFzy2zm+m7jdPh3gE5b\nOA9VEynOGw9CE6UTzoy8BoDDphCJpYil/aQyEWTRyt7+H7Oz9+FzFmQnvQ9dIz50EkzV4HofSDmg\nJyG6DSLvTBcnnlRRZJH77l40afbvcphZMscYMBvP+jnbNXJFzyInwq74CKeN+0cjg0MpIKYaOlGq\nliStxVmY95GsSB0Yhdwnmu7m4MDPeaPrW/TFjtDo/z2ZTIaergH27N5L5NgcFvs+NulckXQ/1otY\nRUyEIIjk22ZftNyGruvEYkY9yzwq1ufVFiHJArqYYn/Ls6RSKZxOJ1dffTUAzc3N5zzelYb77ruP\nb3/723+081+WACDLMt///vfZtGkTc+bM4cMf/vCkAjCAtehaWkLLEaQhrL3XYBlajmoKseS1j9F/\n+ENUDs+j/NR+llpv57bEx0lHdkHQkNgVCkOIH9kINhfLEodx2k2Eo+Ot/sPPNmatCgFovQkS5+ao\nC4KIKGlo8njnriovYSBwD7IcJRSaS7A7SLBlCyPyCLosITsqUTM+Vi6tJNd6luNtxQzFqsm1tmIp\nPgyyhlbph6Ec8Jl5qe0vJ51zbIC5qyqMLzNEgVUlpeoEBt7H8tfvJnPGxqB5kFBCY315F7fOM1rs\nQ+2TayljSIeGMEVrL/oHtiDvbjiWRAunpujwj6VpNF1lbq0PTbZnndfGsMj3p1S7r+H40FNEUv3I\n5hCReIqRRD8uUwmljuWcHdlCIHGGYvu49Ea4cx9qIkS07/gkO89UqI/hrhS6fcJs1feXUPoTyIwY\nCqoXiGe3tNDWPcKeoz30DUUZGo7j81ixmqcufEVR4ME/XcqH3teAxSyRSL435AjG6LnZx4o3K8cQ\nSfdjV3zM8r4fgBdav0pai/Ni21fRydAe3mnspAukTy3j2LFj6KMTK3SJMudKNpT+DZWuq7Kpp3Pp\nKV0O6LpOV1dXVkolGo7jaPkI8RGJyspKkrkHCfVJHDp0CJPJhMvl4qqrrnrPBO8rAZetD+DGG2+k\nqamJlpYW/uqv/mrK64Ig4Mydy4biXyNKBr+3Xu7BbjfzwOrP4TZDbnAA/dh2zFt+w3pOETDNR9dW\nItjDCMHvkikyIdT34HHKjIQTkOpCjxwh1dqJ2j/K7x+TW05ODgD+x4+iJcZ/5CZTiKi6KasImRg2\nbAudtp3ZbUSHl1PORrZ1/yMhfQgtk0IfbCRUtAVFjHNi8GYUbWwGriP44rhnX0UkPcBwsjXLgoim\nBznetRura5jS2FlqczI4a36Gbu1EENIEG05QsfpfsKplWEbcmPURiHRgzqkik5gqDxzrbySTjBHd\n7p9y82ciKfQZuPl6OkPoVUN6ezoZ5hUFn2NV0RfYtLYSp8szqW9CTYSY7b2FlYX3UWhfyB9av8Bz\nbZ8nr6SNgaAfk2THbRpP/U0ULwt37GXk7DZGzmylb/dPiA00gf8Rgk0G5U+TJ0wYPPeCdTmYKiC6\n45zvZSIisRRnOoM0tQbYcaiHx59v5PW9Hfi8505fCIJAaYETu0UhGn9vBIAccxnXlf0dyqiYoCgo\n7Op9mObhFwmnenEqRVkq5kiqY5K8RjoTpdK1HjHpAdVMV1cXqqOdwmoTuphEzNjJVWazqvCL72rH\ncXd3Ny0tLTz//POMjBiNmi+88ALbt29H0CVCfhW7zcm6is8jqkZBvLraUOR1Op0kk1d+X8eVgj+q\nGmhu4W3EWv7ATTUPM6KZcAkp9BVGy7gyqqGin94PlhQZzcEOzc1NQ+uR8kdnwYtTiIle7uJejoQ3\nUxG5GQFwzllDW/ANigq+hFMYXQmk2kHX0HXQYobGTSaURBylVJrkVkIDbnR5F67K1aTDBvtAMcUJ\nuJfhroD9g4+hpo2BoTuynxrvBxj2/5Y5wrWcGO18HPL2sV0vIufkMvJLzdjnlBKM7AegMfAsNjmX\nAwOPApAzB/Q9cyhedQvb9Vcx24dYkDhO6+D16NhZ6b6H/sEw+fRBwTAnu0UKXXG8us7wsVcRdDOJ\neBN6JoXSu4SMnkGLpZHsJtShGIJZYvDH+3Csq8Cxenrefap3ZkPziXljyWQn0Pg8+Us/imxxMXDg\nl7hrNmIrmM2qos9T7d7Atu5/wlE4QEt3hsIyO4mAkfO/ruzvs2mXsSCVjo5LWofadoBlM5n0BgDU\nZAjJPIHKKQhgXQaJE+DYMOM1j4ST7D9hNNqdODN+jqHhOCsXFM24L4DNqhCNp8nzvHuz3bcLQRDx\n2WazNP+TxNUAMdWQ1Tgw8CjF9sX4rJNX3ocHf4lJdJDSIhTaF7A0/xP4km2cGN6GFCnDl1POwrqN\nDLS9wmuvGjPvxYsXs7Lw/mwH9+XGoUPjJBC/3/j+NM2YxGTlYCyWrEhaTp6FgoIC2kLbscoePJ4L\nZwL+d8cfVQ3UZKtAKzP0b8ye21GVMkTJEEQzJ3v49tKNEOgFj4gYMZHKREkEOxjUv2HsnxhXIYxG\nT6DqApouYKvcSb35Bfa3fhJajeWvnuqA9rtJH/86gz/aa+w0JpimxTHJRuEyPthE784fER86Tf7S\nj3I08xibD0i82fNdoukBJM2DGFptsBE6jNmwpIsUmYfJsfUQVNoZCs2lvyTCkN5JONXLtu7xTuix\nwX8M7aZWQqVGMXZEgGLLGULJQjoSHyLPcoY3zA4Omlw0hgoZSakEohDpPEAi3Ew8cgw9k8JVuRat\nDyS3mcxIEl3XGfrZQQZ/vM9475kZunO7H0ByXdhsV3EYQTmTiqKPqoWOnHmd4aaXAEO3ZmXh5xgW\nXyfleYZgOMEbO2NcX/4Pk205R1M+WiqCJdeYuWnpOCPhdYCG1Vs6rUQH5lpInTVYWYnGKS+PhJOM\nhJP8+2+P0T0Q4ZYN4/WQ8iInX7h3cbaIPRPso3WM9xKq3FczJ/cDLMn/BBtK/wafdTY90UPU5FwH\ngEMpYG7unfgTp2nw3sztNT/lqpK/NPolVDMZJUSs9AWWzr4GRVGyAy4YpiTlrjXUeTZd9vcxNjmQ\nZRlFUQiHw9l+IoCqKkPR1mq14nQ68S3rpHCWjq5r7Or9Fw4NPHZZtXP+q+GP7gjm9eSD4wYszk0o\nVb9Fl0vIZBbjrv0xD+T/EOEuK9KSo+ghcKg2ouGzDDsztOqTv+Q1jgeRBZ1XkuPmIEsxUktDuhkh\n+hqkmpGl15Fso4qZKRXaPwzRnZisCsVrP4+zfNz2T7a4eGNfB7J1vAV9uHMR3SevRtAtDMiNtOop\nYmoanzlCqSmOrCZYmaoiFzcJMcFAzDCFcSgF3F3/pPG/upJI92pyRgrYszjOG73/iEsupL7VhSQa\ng/Gxjhr6upvYuNhYWcQzxt/BuJmRjj0kMzJ6zJghm5VaRKuCUuIi0TiAnjZ+vM6NVbiuq0E7R6fr\nyHMHMOceJu/DKrkfm9lUBcBeNB9zThlaKkomNZ4KSvjPZmfz1ghImrGqGhg2BvHfv97C89vGG3om\n7uuuWkdhwQvIUgBR1jBZMuiCheDp16ZegFIOqQ4jnddxD+jjdZ5ILMW///YYr+42dKOGhuOUFDh4\n/3ojwNx5fT2maUxrpkO+x0a/P3b+Da9AiIJEkX0ha4sfZF3xn2dz97dUf58FeXezIO9eKpxrscju\nrHFLMpmkxL2ANTUfxzqhGz4/P58lS5YQiUyVS7lcSKfTyLLMpk2bsg1dNTU1XH311axYsYKSkhJu\nuOGG7CDvUAoJJM4QSnUji1aGk62MOHfOdIr/wQT80QMAAMXfAdsSEBSE6ueR3MaM2CnFEBOGy5VQ\ncw3OnmH67CMM0skRaTa79QJe0ssI6uPFy4A5zDOpeRzpuBeXkEbFzA6MZX+L7kLP2PBd/7eYCk6g\nJ1OQbIK+r4PFoGfaCmZTuPJTFK76NJqmY3YM4ls4PmvXVIPC1du4gQMlv6TDt5NUREHXPAiKQmHS\nOFdB2kdUjnKi+xcsyLmLTfYvQzLOrVWPcHr/esKdVzPnhIBNyjWEsCyVzG/3oqvjDVJHOpdOotPW\nqkbBL54xcSJUQld/IQ7bRpKtQcxVHmwLCkn3RtDiaUSnGfuyEqQcC2owjpbKoA7Fsr67WixNusdg\nSwjJPSj5FyY5K1u9qPEgmWQEk6uIopWfwVYwm7i/BYDU2QOsC6xjseWLbKh4EEkUaOkwcvFjSA8f\nw+zyYspfwJObWxG1bvK9vyF/+Zfpc96L6FsKwM4Dbei6TjyR5odPHCahl6KnO9Ejo/4KgUch2UI8\nofKTpw0JjvaeENeuKmfp3AJsFoWGSi9f+diyi5JKKPTZs6qq71VYZQ9lzqlCY3Nzb8dpKiSVSmX9\nr5PJJCU58yl1rshut3HjRpYuXYrdbmdgYIBU6sJWRJqmva0cfDKZpK2tjXg8jtVqRRAEli1bxo03\n3ojVasXlcpGfn48oipO6Yytca+mO7Gco3kyJ3WCZtUZfuujz/3fFlREA3gqzwcY52Hw/GcGI9IJ7\nFtW+m+gqhd7oEWbnfgDRfQeqUkUXxuC1+diXMCXspJUkudr7SWXMyCRZ8tLnABjBBKPKeu7Ff4C0\nMWihx7J5ZUEQEGUzomQiHEthdU7Oe6pxYxBOBsfTCwFtAbtGFtEfdOOJlRB3LyOQdBKLZojKcXzP\nvYjwq//Locd+zsC/fY+xBrQSRyXvq/wOgMHbLqhAO7QMh6hhZzwt482x0dDQQIHmwqcnGEkbuc+k\n14TWJZI87cdUmYOUYzHMWpqGEK3G+5R9NtKdIQYe3mWkhX64Fy2hEtnVgezsJZNwG0HwAmHJqyE+\ndJpMMoxkciAEf4ot+RCRzv1EunZlt6vKqaGq2Edx/viMMjOaikoNvIBZe46EvYpis9Hw9eTxv0QQ\nRTbv6mDrkSDRjIPm0208/MuD7DzcQyKp8sOnmkikJITAI8YB/T+Avv+TlXVWZJE7r69jYUM+65ed\nX2voXCjItTEUjKPOlDp7DyKVSmVTLC0tLWzdutXwYh61HZyIMYvUsTx7a+uFKXG2trbyyiuvTOLm\nBwKB8zJzAoEAp06dIhqNZt3zZFk+rw2iXc4jkRnhuP9pShxLafC8/4Ku839g4IqwhJwC76dIRW+n\nuLGJM5mHqV0fQnQuwjtXZqTlWdCSxjLWYywRB3YfYGBvPwuSLs4qftob9nIoOsw1ncswVe5ASRmD\n0Ei4FMFlsIEEOYTCDw2+uftDYF835TKGRxJYK56h1LGSxfl/ik3KI1qqEo6m+O3zjSx97WO0L5zD\n0uvL+dGThynwKZglFdFTiCV/Dls213NzQ4TckV8zsPbjvHHKAqOeI1dFdyBWVyDLLiRBwWedjZDf\nib77CFcvvo5gdxsD0jGK8g5jN/mRy39J2lVO/sEoZxJDCIJGSIvR19VLTkTBVJ6DoBjxPLy1DaXY\nCJyifWrz2OCP96KnNXy3h5CcmyD65vm/k9MroOolTI58MokwwdOvYXIVQaoVWTKYSaF2QyHV4q3K\n9ivk2fv44Oov871dj/DM5mY+fOMsUulcbPYDKH33s6Gygz80fY7ucD07Dhp1mI7eEA63k9W1KoeH\n7BxpMlJwNovM06f+gRLHEa65+jqEzo+AoBAIJagtz2HjivKs3MU7gSJLeJxmBgMxinyO8+/wHsHm\nzZuprKykurqaTMZIn6VSKaLR6DlNRxRFwWazcfr0aSoqKqYEirdibKWwe/duNmzYgK7r7Ny5k7q6\nOjweD/n5+dPuF4/HUVWVnp6ei3LAGqM9x1Q/5c7VVLjWMsd7O2TOs+P/ALhSVwCCiFJspIFczTEG\nHpHRBTcmyfgx5lkbsMjG4J+JJOFQBr/L6KRLdq2kv/EjnFJjRE7eRmCnYQSi1x5EzpnFgOczUP44\nWroOSToOeV8Ez93wFn5zOJrid9uMTt1Z3ltwKMby02k34UPgrqEk4bSXHLcNq0XmA9fWUltsDD4F\nxeWU5DuRJDODPXPou/d7nNQnz0i9a69HWHsHAB+qf5wSx1KEWaugch5C1Xw8c1dSL+3HbelFFlOQ\nOIlS4KBwwzwSZLDb7VRWVpIwZbDM8SGaJARBIPdPDW9cU5nx+QiCQP6XV2NfU4boMuP77GyUUuM1\n0dIHthWQ8cO5ZmiZkCHNoKeg85MIooRsNfZ3VawEtQ/BNbnDVJRFtFFJDo/FaFLyWnvpD8TQ04Nk\nVBOakkOBw6Danhk2rnnPMWPbtKoRSlnIc0JlsQsRjQc+upTPfmghH71jA83DG4jp9VDwTUgcIR3v\nJM9jvSSD/xgK8+z0Db036wBvRSqV4rnnjJVWW1sbW7Zsob3dqJXs3LmTdDp9zoFdEAR8PqP439/f\nf97zjNE2x4rIY4Hm9OnT7N27d9r9hoaGGBoawmw209/ff9FF3DExOUEQ6YwMY5Iur4Lmu4V9A22X\n/RxX5goAg5Nuv2cu0V8b3bD9/28HOXfM4Y7aR5EFC2ktg5iB13+7DdElsjnfz331izjZG+asY5Cy\nXjePLA9w88gSAjUaHl3D7S6nS4szFG2kXqwFDoA8WScnk9E4dnqILXs6MLuHyFHqp7SvJ5qMxIG1\niwAAIABJREFUIvKAIlI9Ks9QXZqDmrsRXVOz+WaXw8SOQ+NdyIIAZYVO7rph+nZ4wVuIdMeDxgOr\nE/J/R+bJTyJumI8w2s1ssVhYvHgxTqeTwcFBInVuHPPG6waS01hiWBeMvy/RJOFcW4FzTTGcXo6c\n8wNSgJDuNpg1ohOSJ8HyFu0RXYczV48/TrdB3zcwe24kHR/G1Gcst4Wqf4LWZ5ClAGrGjZg8QMbs\nhfghKm1/AGD93AjBnhOE+46CINHON2ngT1DzH2L98mqi8RR7j/Vx+7V1KIqIHrYgpDtYVGOjLLwP\ntIUIsvHe3E4zwXASu+9G6P8GFnUfivOOaT/Tt4vCPDuHmwaoKXPjOo/v8ZWOif7UiqJkHe/mzZvH\n8ePHqaurm7FGUldXRywWy3bkngtDQ0MEg0HWrFnDvn0GA62x0WBr+Xy+aYvJqqqye7dhpbpy5UqO\nHz8+RTbmfFhRaKR4OyIBvnXoJf5iwXWUWS6vjv47wSc/+UmOHTuWTW8VFBTw7LPPTtnup007WZ5f\neVmv5cpcAYzCUWBE8uTo5ETtj2CWnGzpaeELO55k8PXTVPlNvObzozolKtbU89nbF5E0J4nYohTh\nQ1tRwKncBF/a+RQ6XtpC2zg29AQDJoOKGDksTqJJNrcPG4O/5zTe2U/jME/V6NBGC6nLlpZQXzHO\nOZatbhT7uFJifcVkyuEd19Wdc/CfDoJsB8sKSORCuhPSPQjpDkq8AVx2AYsJVBvI3gnmHFYZ0WFC\nck0zaKWMPK65sBnQQe0zAqDvQej7P/BWM+74oanHiG7DVbGKIt9vjcfVW0ApoHjt58kri1OY9zSK\nvpd0/+8h8BgWwc/hvo04U60U2ELEuvuRLXYCcQ9dqbuQHStYPDufFfOLmFuTS1mRk9ICJ/l5OWhq\nkkzEWBWkRsYDaWmBg/beEIgm8H6Guc4f4bF0Tr3Wd4D6Si+JZIbmtuHzb3yFIxwOI8sy1dXVbNq0\niYaGBq699lrKysowm83nTMuMwWKxUF5eTm9vL+n0uTuxU6kUJSUleDweVFUlHo/T3t6OJEksXbqU\nZNKgKA8ODmZXCoODgzidTlatWoXP52PDhg3nzfufC21hg2hwfHiqpeSVBEEQ+Ou//mt2797N7t27\npx383y1c0QFAUCTyv7QKu280EARjxNQU7ZEAgg768SFeXw9f23AL/3uxobAnixJfmX8tV1dUM8tW\nhM/ioCti/IhDaStpzZjF9Jg89O78IsO7O+n/3k4yI0bK4mjTILNWvUJe/Uujx5s6kKr+GKJdwTtn\nZkOHlQuKsmmJWzbUUF508UtTwepCT3qNPH3rTdB2G3R+FAI/xRp4kHhk8sAnCAL5961AmE7XPmWk\nXEwFIQoeXAzIhu6R8yajY/r0MhhtJCL4DHR90ggQtbugdqx3Ig7NixC0UePuCdowYvG3EOu3YC77\nLKl0LnqyjUDgFpzO60jFjECqZRw4StcQT6gMiJ+GUUE6kyKxaV0VsmTckqJsJhXqIdiyBdFkJx0f\nZxH5vDaGQwbTJCkZq5ZC86Wl/plNEivmFxqB5j2ORCJBXV0dc+aMd2JbrVYkSeL666+/oMapwsJC\nHA7HjGmgZDKJyWRCEATcbnc2zaRpGrIsIwgCqqqyb98+tm/fnpVBrqqqIi/PIFe8E2ObzkiAFb4K\nXuw88baP8W7hQuQq1ua9QE905rTbO8UVHQAARLOM9/Y57JmVYqDPz4O7nqFyR4RPniggImYwOy24\nTFY85vEW/4acAnxOO0PDcXIUG/6kQekLpY3B2G0qIyj08sbqlzi5xBjoM9EUqXSG/kCUEQ6iCUag\niKUDk65H9cdI94TJ/cjCbLplJly/uoIbr6qirsLz9m5uqx0SLlDeqg2uY5VHSFwM4y4zBKIdIfIK\nQvefGUJrYOSm3LcZ/8dGmTz+Hxp/C75h1EdEE1Q9D/oMctuCAIKCmHMTkpQiHTeW/NZYGyaHB7PS\nha5r+LUS4kn1nK5hAII0ns93li5DjY1/D1azzEg4ybNbWvjB7+280fYhFG16wb93gvJCF+09IeLv\nEV2gc2GMWvlOIAgCLpeLeDx+zm1SqRRms/GbKCgoyAaAMWtUi8VCX19f9vELL7xAOp2mqGi8O1vX\ndZrbAkTjM2s+abpGW9g/6bmOSID1RfV8fcmN59jrysHDDz/M+vXr+djHPsb+/fun3UYRkxweOnxZ\nr+OKrQFMhGiWmbO4AesTZ5E0cKVkyiNmQopKXJ3+RrGYJc50BmEHWCwyiYxKKCUhAMWOpbSHthvH\nzlGQciwEfnWUoTs0cnMVzJKb22seIZhsQxxtlhmD6o9hrvUiXaBxSGXJO8xFWhwQT0D5ryCyFQQT\n6HEIPo1ZDqNqEvHhg1gzuyDv8zMfS/WDbTVEXp36Wu5njWMnmyFxHDKjA+5EsTHlLU5rtbs4F0RZ\nJBC6IfvYM+d2hDP/TLP6HV54qQlBgLk15zYWkSwufIs+jGzLJR0ZINY/PquzWuRJPP2guhgSP57u\nMO8IHrcFj8tCLJ6eVkDuSoaqqmiahqqqhEIh6ureuby1oig0NjZSW1tLNBolnU5PWj34/X5KSox7\npKioiKamJjweD0uWGCKAVquVI0cMf981a9awc+dO5s+fj6KM/8b6hqI8t/Uss6u93HhV9bTXMTQc\npzHUw3907OHfrroXMNSAu2MjlDpysEjKeXsRzO3nNmO/GCQrphdnnAkPPPAANTU1KIrCiy++yBe/\n+EWefvrpaWsfI4lfoOvXZ9lOT505wIdqlr7j6x7De+auri0upl9vZUXARaHdBZEkAYuKzzK9jnZ1\nWQ63bazl5Z1tPHTnbRwf7uW3e04yL+cmKsuvI5BoIab6UbwOMsEEOjrH1H/FkncDDsVnuC1ZqrLH\n03WdTCBO8NlTWGblTXvOywKrA/w9ICjgNNr60eLQ+zVEAWrzjrL/YJB1pT9FkPNBtIPrpumPlfGP\nsn6CYFtuBJSJMNfBwD+COJqqyv8bgyY7EXWHoGt09TCDMqTsWkBqoCX7WFKsMGsfswDREeC5rWdn\nZO0IgoBiNz5n2epBjQfRdR1BEDCbxm/b962rYnbVQjjzd5AJg3RpZQDsVploPE1uzpWvCzQRhw8f\npr+/P5tquBTesgUFBTQ2NhKJRNi9ezfJZJJ58+ZRWVlJOp0mHo9nA8LEWf/Y6mNuQxVbh4Ywm014\nvV7Wrl2b1cHv6A1R5LMTiqQozLPT1hPKft8tHcO8/GYb999jsMUe+/3oZKAa+mJBfnLg9/zZklvx\nmG1YJIULwdsZuC8V5s+fn/3/1ltv5cUXX2T79u3cc889k7azyLOJqx2EU724zCVE0yle62n67xkA\nBFFAWJLPtVIe1pEYj84e4DPXbGKFdXp1R1kSqS5zIwiQSQlUu/JwxBwMBPJ59Gwnd918L9Xufg4O\n/AzXjZ+kf6/RSZpyvIZdWTHpWFpKZeT5ZpItxqzYsfo8doaXEIIrF+3MW5aBohWdEtB6qXH9hs7A\nlxlJFpEz8C3j9bEAoGfg9FIjfy+ajBWAPQ/Kfmq8nvvZyce1rQG5GPz/Zgz+OXdNc0EClP70vNft\nrr2BVDSIIEr4Fkw+Tn2llwfKPRfsvyvKJgRJIdS6HVvhPFx2D1cvK2XZ3AkMLlMVdH0aSn6QrStc\nCtitimF1qWdAC4+nzWZC79cg78vTpO0uL8aaqDRNY2hoKDuALliw4JKYxjscDoqKiti6dSu5ubkk\nk0mOHz+Oz+djz549WCyWccG/Ua2odKCFSLeErXAOic4dgInFc4wmyrFgoes6z2xuxmFTKMyzUzTa\nif3Y70/gtJto6zbqMC/vaKNqwopaSSv4m17lU2KYpxq3kmf+r6UBVOn+NG/2fIfG4S2sLPworeGh\nS36OK74GMBEOjwN3WkFLZvjKupvIsdkRZ7ixBUEgnlB55Jmj5FkclFnHC5Yjw24qXeuQRTNqnc5B\nbxeCqoCQwa5MZkWkWoPZwV+wysh5F++I9LZRUAl9reg9Z9CD45pEesddaK/MR/B+HI+1i3BydDAU\nLBA/ZvyvGoqYJEdnTBk/SDMMjoI42hCngmX2zNudx3dAEATy5t9B7tzbpn39Ys3XJZODaO8xhk+9\nRDrcy4K3xuDSHxhyHv4fnfsgsb3jRe4LhKEMGoeuz8CZDeffof8hwz+69Sbo//uLOtc7QSKR4PXX\nX2dgYIBAIIDVakWWZXRdp6Cg4PwHuEAsXLiQRYsWsXz58uxzr7/+OrFYbFKQSfjPssDdSal1iESg\nlXDHPgRBoMgtkmh9GXWCr0R4lFUXiaVp6QjitJv40keWEImms4M/wMkzfp7fdpaS0e7yumE3nphR\nJE3Gg7hMFl7e0crvXjt9yd7vpUY4HGbHjh0kk0lUVeX555/n4MGDrF071WZztqeQlFZOS/BNHj7y\nNXb1n2Jl7qUNcu+pACA5TGRCCfSkimi+MKrYxhXGSNE3FMU/nEBQdDJihuf2ttDS70fSXRw7007C\n20ndSaMb+K2G5WP6OQDyu5wKEOxu8BSgPfFttEf/1/gLdi+kZbSOBswWJwnX56F2p+FoNpbjTxlF\nODo/YVBAVf/knP50MI/mis31M293ARAlBfECl+Tng6fhBvIWfBBRseA//p8MHf0NwxMF4yQPeD5y\n7q5m/yPGIB54dPrXzwG7VcGmboX4gfNvrOsw8uT445HfQGYYuu4zWFWXEa++anzn0WiUw4cP4/F4\nss1dE3Ps7xSyLFNaWoosy9nc/hhWrhzPq6ejgzgLahEFSIV6iPYcxuQspLbEhSjo9HWMD9IDgRgV\nxS6uXWX87grz7MiSiMdtyQ7271s3no61mGU6Szupt6bIjJJpnGjM85ZwosVwdLtSoaoqP/jBD9iw\nYQPr16/niSee4OGHH6a8fGpWwSIpLPFdBwTJt5xlILaV+fFz193eDt4zKSAApdhF8NlRKYcLLMot\nnp3PSDjB488bDSm1q80813mcyq4Kfv9SK95ZGboju3EV9FFa80GUV3KwzC8lmRfEXGEs9+NH+3Bu\nqEJym5H+CLlgobAavc/g8OvxCILVATGDYaNvfQbl1r/i1KlT1NYvQbAuh97/ZTR3MYFq1na78Xem\nFQCAfTXU7TNqDlcQZKvxXZhcRaRCBs87PnCKnNprxmeeSoXhGpaJgDRBwkEdgMDPjP+F0eJ9qhUk\n3+TtpoHNouCK7buwi9RGBx7r4vEeijMbjb+Se/qU2iXAWNdtYWEh4XAYVVWZPXs2x44dIxKJXJL0\nz3QoLi4mk8mQSCRQFCWb69d1jWjfCfLm34E1r45A4/OYXMWGB7fJTqT3CI2n2imtMwJIV1+YskIn\nCxvy8bgsFI/Kb3xwUwOCQJYa/HDPyzScrSccS4Jbw63GeEG3USxJ3JZfiix6gcFpr/VKgcfj4fHH\nH7/g7RtyquiLGN9vteMkptClNYp/TwUAyWHCdWMdekKdnud+Dly1rBSzWWZebR6yWaDSncvm4XYI\ngjmnDXNOGzoQtHnJHywnvqeXwUwfv6nzc3dbAXo4hXVhIaJp8qrjD+1HKbblsNR3mWsCeaPsm7xS\ntB99GeGqu9CPbEFYuBH99AGconGDxGIx7Nb5kBkE//eNfTyfAFM59H8TfF81eP/nwxU2+E+EvWgB\nssWN2VvFwIFfoakJo8AMRn1Cj0PbLQw6n8Qp7KSn6zT5yss4zBnIexASx4wA0XY7uD8IzhuMgvg5\n4HHq5Gd2oluXIcSnp+sBMPAdCD4Jpnoo+xk0L4LK30HbB4zX012GpIZy6dIxYLhnCYKA0+mksrKS\n3bt3Y7fbURSFefPm0dBwcSbsF4uysqmie5lECFE2o9hzkW2erIHQGPymxdjkTtSMhiyJhGNpikZn\n+hN7ZZQJDnXJjEHFdebKBKQwMT2JQ1ZZkD+LPJOA0HOAzEAjG+atQ7dc2s/4jwVdUym257Aw78+x\nKTZ6o9swBy+tKc97KgUEYJtXgH1Zyfk3nABJFFm9sBin3YRVVpjvLWHtohJGHCOU2YwcdX3O++lL\nREiKGk+U97G1PMTaszb0sJH+mTj4B5MxdF3nuY7jbO6eakxyqSHMXYv44f+FUGOwIPS9LxjP1yyC\ngkrytQj5+flGd6Vogto9xuwWjAHR9QGoOwiej172a73ckEx2bAVzkBQrssU11Tgm/28gM8yevXt5\ndY/Mye7ZtAeXG8byrluM9NiZUeG/kaeNwnHzoqlWk7oOZzZS4mxiJFlKj+m7xvPNiwx9pLduG3wc\nyIBlNHVWfxhMlVDxGyh/wqDWtm4C9dLNUBOJBIcOHeLgwYNUVlbicrlQFCXb8GUymc4p8nY5kY76\nkW3GSlMQxOzgr2Y0+v1RBsMiDiVBV1+YJ188xen2YRy2mScd/oRB+01WBTnhOMs3pGHyLGFKHXVU\nFY03uOU5VJbOLTzXYd5TSPiNVf+c3JVUuuazqvB+HFwACeEi8J4LAJcKqyoqyGuQsFnXc0/D0ywt\n+Dh9sRGevC5BmzvJbvcwpVEzcUlDKzaKvpF0gnAqwbcPv0zziNEJO5I6d2PMpYIgyQgldQirb0VY\ndyckYwizVyFUzkPILUYf6sbn83Ho0CFDfEs0Q80rxgzXvn60Qeu/3ldtchUT6zs5uasy5y7SptUI\naNiVsUah0cFF9pJWc4glaqYci+7PTxbE00JG/r7vb0lJDbT3TvAHiO6Eoe+PG9RrEYN+m/cAeD81\n6bDNfV62HhsbhGVIXroC5cSmrJKSEkwmE5s2bbqkRd+ZkBzpJh2dWlSP9h1DsXvRNJ1oPE1Ta4Dv\n/WI/zW3D/Oq5RtoDZnzWCIGTv6d7wEhlOm0zC/l1RgMUodIV6EQYTW1GpRJa+xLosoNTQWPQd5ne\nW05uMyEVnixpocYCKNKlTUH/1xsVLgIl9hx6Y8YMsjU8xJaeZm4sm8tyXwUpaXQwkAV6bjBmM//v\n6Gv8+Z7fMpKKs7X3NHWufEKpBBn93dGNF0QJYfmNhlBc7ugqyFeG3tFIWVkZNouZwb4JN03B/zZy\n+pcY2tYn0Q68fMmPe7GwF80jNtBIIjBZqz5huQ2b4sdtMxgTg5F5pPONdNFIZB3B8DVkyl6Gyv+c\nfEAtbOghaamslSiZIRTXOs50BNHrDoHvq2iBn0Hgp/gHWzl11s/Z9jNGbcX7cWPWD2iazr7jfWzb\n38mBk/1Qs81YgQz/4pK9/zHNfZfLhSy/+9nc4VMvMXj4SWKDzdnntEyK1Eg3squCl3e08m9PHcmq\nvMbiaXJzLNx+/WwC1hUU2kLcstrFp+9aMKPg3uMt+3i0aRefEcN8SQyxkiSY7Ki+dYQjSQ6f6ufo\nUBnumo1oieA5j/NeQ7T3GOmYIWOjaxki3Yew5E4zeXkH+G8dAIpsLk4F+9B0nSfPGCyPUruHhbml\n2GUTnjvncGaVjZ7RIJHSxkXGDwx18L6yOWR0jabg5dXrmAhBEIzZf4nB1hHql0E6hXhyB3k9J4ge\n3XGeI8wM/cxh9L62mbc5sDmbhvpjIZFIEE0J2IsXcbrlLF1dXdnXktJSzPZiKvOdLMzpIKpa6D++\nleHm10iruZisOqlYxOgdqN0JpY+CYDW6n08vg5YVxqx+FHllNxFPquw83IM/UY+YMgx0Xtuxjxe2\nt3LgyHEy4uTield/mO0HugiN2nGqOMB9KyQu3HznfIjFYlRUVHD11Veff+NLjJHWN9HUBKLJjhob\nF8zr222Y9Ty2eYDGswZ1emjYWKl09IWYX+/D47ZQNdtIZ3rTTcjxdtJRP5o6/ex9a+9pBHR0oEeX\n2CTGseaU4XKa6RmM4g8mWLmwFJMzHzX+3hfvm4iE/wwAofZdpGN+HMXnt269GPy3DgDVrjy6oyP8\nqmUvrWE/RVYXHrONGmcey3wVmKu9FNYW8XzHcfrjIaS3pFHmeYtZmlfOa92nss9diMjTO4W44e7x\nACDJiGtuQ3/1MSxqnPgMao0XAu3IG+jNF8B6ScbRR1c+2ok30c8eeUfnvVicOnWK7du3Y82rpWMw\nQXOT8R2oqsruPXuQTTmkRjopXHI3JjFDSpNIDrfhLF+LkrOATGI0jy/aDDtScx2k2sZP4LwZyh4D\n9wcRBIG6Cg97jvby+Gs66qjn8eKSA9xxVZqinBAp3Ui7RONpjjYPcvBkP6UFDjasKKMwz05L+zCY\nGwwtpdF7JBQKZW0ZLxZ+v5/GxkaKi9/dZjMALZ0g2mN8367yFSSDHVn/BwDR5CCWMIq2Vy0t5daN\nNZQWOmnrDpEzOtO3WxXyl/wJ6eggw02bGTz8BH17Hskeo2fHD1DjI6RHJ11OdFCs7NANEoM1r5bC\nXDsmWeTkGT8FuTZkaw5qMkQm9V/Dx8FZthxdz6DGg0R7juBt2IRkvrQ1nbcdAP7iL/6C2bNns3Dh\nQu64446svCvAQw89RF1dHbNmzWLz5s2X5EIvBwqsLr61/Fb2DxoqmV+YtwEAr8XOvbUGM2SOp4g8\ni4Mnzhwgpia5o3IRVxfWsmpUp/tPalfQEhrkyTP7+ez2x/n1mRmYIpcLoywhazpKm5jD4ODgRQci\nvacFfbgf/N3og11o255Ge+2X2dcz3/sz9MgwejoJkgKuXOhvRx/oQH/5Z2jbLy/P/a0YMxpp6TTy\n/GOdp2Oa8x5xEFGxoti8CCYHYdcKitbcj6N0BYJkItS2E12bIPImeY38vKnKcIgr/AZYFxhpNGDt\n4hLm1uaSzsgMRCtQNZm6nC1UqvexruQnDEaM4tyx5kFe3dXO2a4RHHYTS2YXsHxeIcdbhoxgA4YF\nKbBt2zZ27nx7KqY9PT0oikJu7qXrer5QhDsNZdiJWk19e/+dwSNPIyo2fAvuoCDXxm3X1LJ8XiG1\n5R5KCwyWj3uCgKJkcaOl44CAZBlTi01n7910ZID+mJHSKZBETGYX9y16H4JsxuwuRZJEls83hORc\nDjOCKCOZHIyc3fZufRSXFYJsRleTDBz8FWB8XpcabzsA3HDDDZw4cYIjR45QX1/PQw89BMDJkyd5\n8sknOXnyJC+99BL3339/lqd8JcIqKxTaDJZCnmUqJ1wUBOZ5ijg53MsHKhexqWwOf1K3gk80rAHA\nrpgos3vZMmqwPpiYanpx2eHwgKRQGDU6f/fs2UNfX9+kTSb6wU4H7YmH0H721xAOwFAneuMu9CNv\nAKAnR2dUw/3G604vQnEt2uP/gPYf3zRe8/eg+y+9IufE6x8zJEmlUvT29iKKImfPnmVZjQNN0wgG\ng0SjUXKdCjlKHHe1kRqpqKikf2Awy4dXHEan99nTjeMmJeZaiLxhBIKCv55ChTUpUrapsCv5flTX\nKKPKtpZUxszO5grC0RSZ0c6kIp+da1dWAFBW5KSjN2x0vMqFkO6e8t4uBiMjI6iqyqxZsy5qvxkR\n3U1i8DCZVHTGzfRMjIS/BZ/3WRSrK6vXBMaAraVjiCYH8aRKrnuccpw32j8zMQAIgoDJWYTVV0/B\n0j9BtnmJdh+md6ehRDvcvBnxyBNcnePj83XLkcwOFEcBvvl3IogGK29OTS7337OIPI9xfFvBnGza\n5L0OUTZPSotFYu9sdT/tOd7ujtdffz2iaOy+cuXKbA722Wef5Z577sk6D9XW1p7TCu5KQaF15vbq\nYrsxO8k9x/LLoYzf1CKXp+lmJgiCgPTlHyM98BOso9zpeGgkm6LJZDJs3ryZo0ePkkwms7PnSfBM\nYI7oOkSNFZ0+3J8NBNrT/wSRINjdCAvWZzcXb77P2Lbj0lBim5qaJpmKAxw9epQtW7YQCoXo6OjA\n4XBkBcfsTid5LpmhoSGi0ShmIYGrcg1mt7EyqqkxCmdj6RZrbjVy/kIaT7eP1w4c1xiSGfK5GTQm\nRWLVwiLK6j6EJX9UuCv/zwn4thBMz2YknEQdnezke22YR6nDFpPMnJpcfrflNLqpCvq+kT1mOp1m\n8+bNM8osA3R2dpJOG7Pj7du3093djcn0ziwwM8koeuyA0SXd/01CrZtJjrwlOEUGs/7OAJmhZ9BV\nP7I4AC0rEMjgnXNL9nXZbgTXWELFZh0PonUVHu67e1G2qWsMufM/QE6dYSkqW1xEeqbKH6+NtKEm\nw0hmB4IgINsm+xdYJogDWjwVF/sxXLEQJBOaGgdR4kDyOh555ihp9dJOpi9JDeDRRx/lppsMAbKe\nnp5JsqalpaV0d3efa9crAtVO34yv17uNm7rEPj0H98M1S/n7ZbfwtYU3cHy4Z4pO+bsFQRDYeMP7\nqIl0kNr1B/Q3DZbLWHqus7OTPXv20NIyrtKpndxF5uHPgppG/OQ/It7/rwhLrjdedOWi/eyv0d/8\nDcJqo19Ce+a7YHUgFNci3v6Acd76ZQg3fhq9eR/6O1ztRSIRTp8+zeCgwZc/deoUr776anZFs23b\nNk6dOoXZbM4yX2SzC4ecpK+vj2g0iklIIJnGg7UoipSUlGTNTFpbWznQEkZAp6WlxVihmse0j2ZO\nna1ZVGIYxcv5Rp1ALqQwz05ZkYtQNGUIx8EUr4Mb1lQyGIjzxO5V6MnT2QBnt9txuVxEo9PPvE+f\nPk0qleLIkSMMDAzQ09OTlXg4n0H7+dC//+dE2reA/wfouoiatqKlxououq4zdOQpQu17QQ2gpSLE\nhpOY5AGyzcXpzmyXtmf2+3n6eCk/efooqqphUsZ7ZwRBmFZSWxDE7MpMsuSgZ/5/9s47PK7qzP+f\nc6fPaNS7ZKvLsiT3CpjQbMAYGychDpCEDaRDCBs2gYTd/JINIQ7Jkt1AYhLSIKTgkGxwKGZtbGzc\ne5dtybZs9Tqqo+n3/P640kiyimVZLuD7eR4/Hs3cNqPRfc857/t+v919NyYbSbMf1B4Lgb+9BpNj\n+L9TAJMjjpRrvzKqz+NSsnr1au666y7mzJnDokWL2Lt374BtugJGfC0VoIaoafJiNik0usY2vzFs\n7diCBQsGLCUA/PCHP2TxYi3qP/3005jNZu67774hj3OxWtHHiutTcpkUO3QyLcUeFdZgEuh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0reRyRlcizk43/PHKTTZObNbj/ajytubDJIXGQS2HuracStDyDiUlEeeh6EQHHGYhAK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\nZ3LbKohOgtTcsFSF+htN8VP96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       "text": [
        "<matplotlib.figure.Figure at 0x10b436290>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "But.... that got really annoying to have to modify the exact same things every time I wanted to make a plot. So I made `prettyplotlib`. This is how you call it:\n",
      "\n",
      "    import prettyplotlib as ppl\n",
      "    \n",
      "    # prettyplotlib imports \n",
      "    from prettyplotlib import plt\n",
      "    from prettyplotlib import mpl\n",
      "    from prettyplotlib import brewer2mpl\n",
      "    ...\n",
      "    ppl.plot(ax, x, y, label=str(i))\n",
      "    ...\n",
      "    ppl.legend(ax)\n",
      "    \n",
      "Notice that it's not a simple switcheroo with `ax.plot` and `ax.legend`, that `ppl.plot` must take an `ax` as its first argument."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# prettyplotlib imports \n",
      "import matplotlib.pyplot as plt\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = ppl.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(ax, x, y, label=str(i), linewidth=0.75)\n",
      "    \n",
      "ppl.legend(ax)\n",
      "\n",
      "fig.savefig('plot_prettyplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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17tUsLBq/rpHF4CKjaN+vWHaI4WQzHREtudfb/Xfzes8PGE62cnX9f/GJOY9i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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109c96090>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "And of course you can change the location and other parameters of the legend as you see fit. Here, we put the legend in the lower left corner and force it to be in 4 columns instead of one with:\n",
      "\n",
      "    ppl.legend(ax, loc='lower left', ncol=4)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# prettyplotlib imports \n",
      "import matplotlib.pyplot as plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(ax, x, y, label=str(i))\n",
      "    \n",
      "ppl.legend(ax, loc='lower left', ncol=4)\n",
      "\n",
      "fig.savefig('plot_prettyplotlib_legend_lower_left.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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37YyQDybHePeosoKSyhN/rZ1sZwS9Z/SsXdCLSJEMud4YsReOoeTkYi6doV/v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2eOMC8pu9szWjv8tLmUzK+X3zlJXZNSAOf1hbCZ9aNn8gdFIiL+Hkj5357HRF33pvOy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\nBPU/QdnXkP6mD1wAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10ba9ec90>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now that's pretty nice!\n",
      "\n",
      "A few things happened here:\n",
      "\n",
      "1. Default color cycle changed to the colors of ColorBrewer's Set2\n",
      "2. Removed top and right axis lines\n",
      "3. Ever-so-subtly changed the ticklabel and axis line colors from black (`#000000`) to almost black (`#262626`)\n",
      "4. On the legend, removed the black frame and filled the body of the legend with a light grey."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}